30 days ago
Sŏngnam, Korea, SouthMid Level
Responsibilities
- Design agent reasoning loops and execution structures that enable VLMs to select and call tools for driving-video, simulation-log, and evaluation-metric analysis.
- Develop agent workflows for multi-step driving evaluation and failure triage using context management, tool routing, and error recovery.
- Generate and improve structured pseudo-labels for driving decisions and estimated causal factors based on agent-collected evidence.
- Design evaluation metrics and datasets, analyze failure cases, and validate agent judgments and label quality using human annotation and counterfactual scenarios.
- Integrate agent workflows into closed-loop evaluation pipelines and lead work from idea design through experimentation, validation, and pipeline integration.
Requirements
- At least 3 years of experience in software engineering, machine learning, or AI applications, or equivalent research and development capability.
- Experience designing and implementing Python-based AI applications or data pipelines.
- Experience developing LLM/VLM-based systems involving tool calling or multi-step workflows and evaluating their execution results.
- Ability to design evaluation metrics and datasets, validate agent judgment and label quality, and analyze failure cases.
- English communication skills for discussing technical issues and collaborating with overseas offices.
Benefits
- A 3-month probationary period may apply.
- The interview process includes document screening, a first interview of approximately one hour by video, and a second interview of approximately three hours either in person or by video.
- Veterans and applicants eligible for employment protection, as well as registered persons with disabilities, receive preference according to applicable laws.
Tech Stack
Categories
AI ApplicationsRobotics
About 42dot
42dot builds software-defined vehicle and autonomous mobility platforms for automakers and mobility service providers. Its products include AI-driven vehicle software, data-based update services, and core platform components such as API gateways and identity/access management to connect services securely. The privately held company is headquartered in Seongnam-si, Gyeonggi-do, and focuses on transportation and automotive markets.